| DoTA: Weight-Decomposed Tensor Adaptation for Large Language Models | Dec 30, 2024 | Arithmetic ReasoningQuantization | —Unverified | 0 |
| Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning | Dec 23, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Why We Build Local Large Language Models: An Observational Analysis from 35 Japanese and Multilingual LLMs | Dec 19, 2024 | Arithmetic ReasoningCode Generation | —Unverified | 0 |
| Hint Marginalization for Improved Reasoning in Large Language Models | Dec 17, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| GaLore+: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection | Dec 15, 2024 | Arithmetic ReasoningText Generation | —Unverified | 0 |
| S^2FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity | Dec 9, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| Think-to-Talk or Talk-to-Think? When LLMs Come Up with an Answer in Multi-Step Arithmetic Reasoning | Dec 2, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model | Nov 12, 2024 | Arithmetic ReasoningMixture-of-Experts | —Unverified | 0 |
| Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning | Nov 4, 2024 | Arithmetic ReasoningDecoder | CodeCode Available | 0 |
| Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics | Oct 28, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models | Oct 12, 2024 | Arithmetic ReasoningFederated Learning | CodeCode Available | 1 |
| Language Imbalance Driven Rewarding for Multilingual Self-improving | Oct 11, 2024 | Arithmetic ReasoningInstruction Following | CodeCode Available | 1 |
| Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models | Oct 10, 2024 | Arithmetic ReasoningMath | CodeCode Available | 0 |
| Think Beyond Size: Adaptive Prompting for More Effective Reasoning | Oct 10, 2024 | Arithmetic ReasoningComputational Efficiency | —Unverified | 0 |
| Unlocking Structured Thinking in Language Models with Cognitive Prompting | Oct 3, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data | Oct 2, 2024 | Arithmetic ReasoningLarge Language Model | CodeCode Available | 4 |
| Small Language Models are Equation Reasoners | Sep 19, 2024 | Arithmetic ReasoningKnowledge Distillation | —Unverified | 0 |
| 3-in-1: 2D Rotary Adaptation for Efficient Finetuning, Efficient Batching and Composability | Aug 28, 2024 | Arithmetic ReasoningGPU | CodeCode Available | 0 |
| Relating the Seemingly Unrelated: Principled Understanding of Generalization for Generative Models in Arithmetic Reasoning Tasks | Jul 25, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| Leveraging LLM Reasoning Enhances Personalized Recommender Systems | Jul 22, 2024 | Arithmetic ReasoningRecommendation Systems | —Unverified | 0 |
| Toward Adaptive Reasoning in Large Language Models with Thought Rollback | Jul 21, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| Fine-Tuning and Prompt Optimization: Two Great Steps that Work Better Together | Jul 15, 2024 | Arithmetic ReasoningLanguage Modeling | —Unverified | 0 |
| Qwen2 Technical Report | Jul 15, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 13 |
| Self-training Language Models for Arithmetic Reasoning | Jul 11, 2024 | Arithmetic Reasoning | CodeCode Available | 0 |
| SBoRA: Low-Rank Adaptation with Regional Weight Updates | Jul 7, 2024 | Arithmetic Reasoningparameter-efficient fine-tuning | CodeCode Available | 0 |
